# Image Synthesis (T2 to iUS) on Brain Glioma Patients

Source: [Image Synthesis (T2 to iUS) on Brain Glioma Patients](<https://www.sota2.com/research/sota/image-synthesis-t2-to-ius-on-brain-glioma-patients>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:09:18.704Z

Evaluation of generative models synthesizing iUS images from T2-weighted inputs using Brain Glioma Patient data, assessed via PSNR, SSIM, and LPIPS metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Synthesis (T2 to iUS) |
| Dataset (including any stated split) | Brain Glioma Patients |
| Metric | iUS PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [iUS PSNR](<https://www.sota2.com/research/sota/image-synthesis-t2-to-ius-on-brain-glioma-patients.md?metric=iUS%20PSNR>): Higher is better; unit: SCALAR.

- [iUS SSIM](<https://www.sota2.com/research/sota/image-synthesis-t2-to-ius-on-brain-glioma-patients.md?metric=iUS%20SSIM>): Higher is better; unit: PERCENT.

- [iUS LPIPS](<https://www.sota2.com/research/sota/image-synthesis-t2-to-ius-on-brain-glioma-patients.md?metric=iUS%20LPIPS>): Lower is better; unit: SCALAR.

- [T2 PSNR](<https://www.sota2.com/research/sota/image-synthesis-t2-to-ius-on-brain-glioma-patients.md?metric=T2%20PSNR>): Higher is better; unit: SCALAR.

- [T2 SSIM](<https://www.sota2.com/research/sota/image-synthesis-t2-to-ius-on-brain-glioma-patients.md?metric=T2%20SSIM>): Higher is better; unit: PERCENT.

- [T2 LPIPS](<https://www.sota2.com/research/sota/image-synthesis-t2-to-ius-on-brain-glioma-patients.md?metric=T2%20LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | iUS PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| MHVAE | 21.87 | Not recorded | 68fa70cf1e209131cea4d550 |
| MHVAE | 21.26 | Not recorded | 68fa70cf1e209131cea4d550 |
| ResViT | 21.22 | Not recorded | 68fa70cf1e209131cea4d550 |
| MVAE | 21.21 | Not recorded | 68fa70cf1e209131cea4d550 |
| Pix2Pix | 20.31 | Not recorded | 68fa70cf1e209131cea4d550 |
| SPADE | 20.3 | Not recorded | 68fa70cf1e209131cea4d550 |

### MHVAE

iUS PSNR: 21.87. Result ID: 699149b23a6c314849070ef3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d550.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d550.md>)

[Implementation](<https://github.com/ReubenDo/MHVAE>)

Recorded evaluation configuration: {"Input Modalities":"T2","lambda\_GAN":0}. This record does not assert independent reproduction.

### MHVAE

iUS PSNR: 21.26. Result ID: 699149b23a6c314849070ef4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d550.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d550.md>)

[Implementation](<https://github.com/ReubenDo/MHVAE>)

Recorded evaluation configuration: {"Input Modalities":"T2","lambda\_GAN":1}. This record does not assert independent reproduction.

### ResViT

iUS PSNR: 21.22. Result ID: 699149b23a6c314849070ef2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d550.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37aad.md>)

[Implementation](<https://github.com/icon-lab/ResViT>)

Recorded evaluation configuration: {"Input Modalities":"T2"}. This record does not assert independent reproduction.

### MVAE

iUS PSNR: 21.21. Result ID: 699149b23a6c314849070ef1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d550.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65141e209131cea08158.md>)

Recorded evaluation configuration: {"Input Modalities":"T2"}. This record does not assert independent reproduction.

### Pix2Pix

iUS PSNR: 20.31. Result ID: 699149b23a6c314849070eef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d550.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0821e.md>)

[Implementation](<https://github.com/phillipi/pix2pix>)

Recorded evaluation configuration: {"Input Modalities":"T2","Task direction":"T2 to iUS"}. This record does not assert independent reproduction.

### SPADE

iUS PSNR: 20.3. Result ID: 699149b23a6c314849070ef0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cf1e209131cea4d550.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

Recorded evaluation configuration: {"Input Modalities":"T2","Task direction":"T2 to iUS"}. This record does not assert independent reproduction.

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